Project Title

INFO 523 - Final Project

Project description
Author
Affiliation

Matt Osterhoudt

College of Information Science, University of Arizona

Abstract

Introduction/Question

Approach

Code & Visual Analysis

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 2516 entries, 2015-01-02 00:00:00-05:00 to 2024-12-31 00:00:00-05:00
Data columns (total 7 columns):
 #   Column        Non-Null Count  Dtype  
---  ------        --------------  -----  
 0   Open          2516 non-null   float64
 1   High          2516 non-null   float64
 2   Low           2516 non-null   float64
 3   Close         2516 non-null   float64
 4   Volume        2516 non-null   int64  
 5   Dividends     2516 non-null   float64
 6   Stock Splits  2516 non-null   float64
dtypes: float64(6), int64(1)
memory usage: 157.2 KB
<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 504 entries, 2022-12-29 00:00:00-05:00 to 2024-12-31 00:00:00-05:00
Data columns (total 1 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   Close   504 non-null    float64
dtypes: float64(1)
memory usage: 7.9 KB
p-value pre-difference: 0.8514690503824462
p-value post-difference: 8.880887412804877e-28
                               SARIMAX Results                                
==============================================================================
Dep. Variable:                  Close   No. Observations:                 2012
Model:                 ARIMA(9, 1, 9)   Log Likelihood               -5023.214
Date:                Wed, 20 Aug 2025   AIC                          10086.429
Time:                        19:32:37   BIC                          10198.556
Sample:                             0   HQIC                         10127.588
                               - 2012                                         
Covariance Type:                  opg                                         
==============================================================================
                 coef    std err          z      P>|z|      [0.025      0.975]
------------------------------------------------------------------------------
x1             0.0974      0.049      1.989      0.047       0.001       0.193
ar.L1          0.0451      0.071      0.634      0.526      -0.094       0.185
ar.L2         -0.1198      0.069     -1.725      0.085      -0.256       0.016
ar.L3          0.1324      0.066      2.000      0.045       0.003       0.262
ar.L4         -0.1127      0.057     -1.991      0.046      -0.224      -0.002
ar.L5         -0.0757      0.067     -1.134      0.257      -0.207       0.055
ar.L6         -0.0973      0.066     -1.486      0.137      -0.226       0.031
ar.L7          0.1130      0.064      1.771      0.076      -0.012       0.238
ar.L8          0.0828      0.057      1.459      0.144      -0.028       0.194
ar.L9          0.6400      0.063     10.148      0.000       0.516       0.764
ma.L1         -0.1425      0.075     -1.913      0.056      -0.289       0.004
ma.L2          0.1248      0.073      1.720      0.086      -0.017       0.267
ma.L3         -0.1781      0.068     -2.621      0.009      -0.311      -0.045
ma.L4          0.1291      0.062      2.082      0.037       0.008       0.251
ma.L5          0.0781      0.071      1.106      0.269      -0.060       0.217
ma.L6          0.0204      0.069      0.296      0.767      -0.115       0.156
ma.L7         -0.0837      0.068     -1.230      0.219      -0.217       0.050
ma.L8         -0.1721      0.060     -2.858      0.004      -0.290      -0.054
ma.L9         -0.5121      0.069     -7.392      0.000      -0.648      -0.376
sigma2         8.6440      0.139     62.256      0.000       8.372       8.916
===================================================================================
Ljung-Box (L1) (Q):                   0.10   Jarque-Bera (JB):              4166.49
Prob(Q):                              0.75   Prob(JB):                         0.00
Heteroskedasticity (H):              44.71   Skew:                            -0.54
Prob(H) (two-sided):                  0.00   Kurtosis:                         9.97
===================================================================================

Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).

Model: "sequential"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Layer (type)                     Output Shape                  Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ lstm (LSTM)                     │ (None, 50)             │        10,400 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dropout (Dropout)               │ (None, 50)             │             0 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense (Dense)                   │ (None, 8)              │           408 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_1 (Dense)                 │ (None, 1)              │             9 │
└─────────────────────────────────┴────────────────────────┴───────────────┘
 Total params: 10,817 (42.25 KB)
 Trainable params: 10,817 (42.25 KB)
 Non-trainable params: 0 (0.00 B)
Epoch 1/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1:47 2s/step - loss: 0.1327 - root_mean_squared_error: 0.3643

 4/62 ━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.1191 - root_mean_squared_error: 0.3448

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.1049 - root_mean_squared_error: 0.3232

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0977 - root_mean_squared_error: 0.3115

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0911 - root_mean_squared_error: 0.3005

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0846 - root_mean_squared_error: 0.2890

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0789 - root_mean_squared_error: 0.2783

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0738 - root_mean_squared_error: 0.2683

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0693 - root_mean_squared_error: 0.2593

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0654 - root_mean_squared_error: 0.2510

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0619 - root_mean_squared_error: 0.2434

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0587 - root_mean_squared_error: 0.2364

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0559 - root_mean_squared_error: 0.2300

62/62 ━━━━━━━━━━━━━━━━━━━━ 3s 18ms/step - loss: 0.0242 - root_mean_squared_error: 0.1555 - val_loss: 0.0301 - val_root_mean_squared_error: 0.1734

Epoch 2/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0016 - root_mean_squared_error: 0.0399

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0021 - root_mean_squared_error: 0.0452

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0021 - root_mean_squared_error: 0.0462

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0022 - root_mean_squared_error: 0.0470

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0022 - root_mean_squared_error: 0.0471

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0022 - root_mean_squared_error: 0.0470

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0022 - root_mean_squared_error: 0.0468

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0022 - root_mean_squared_error: 0.0466

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0022 - root_mean_squared_error: 0.0464

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0021 - root_mean_squared_error: 0.0462

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0021 - root_mean_squared_error: 0.0460

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0021 - root_mean_squared_error: 0.0459

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0021 - root_mean_squared_error: 0.0457

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0021 - root_mean_squared_error: 0.0456

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0019 - root_mean_squared_error: 0.0438 - val_loss: 0.0325 - val_root_mean_squared_error: 0.1802

Epoch 3/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 21s 349ms/step - loss: 0.0016 - root_mean_squared_error: 0.0400

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0369  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0365

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0371

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0374

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0375

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0375

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0375

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0375

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0374

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0374

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0014 - root_mean_squared_error: 0.0373

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0014 - root_mean_squared_error: 0.0373

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0014 - root_mean_squared_error: 0.0373

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0014 - root_mean_squared_error: 0.0368 - val_loss: 0.0248 - val_root_mean_squared_error: 0.1573

Epoch 4/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 20s 328ms/step - loss: 0.0014 - root_mean_squared_error: 0.0380

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0346  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0347

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0348

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0346

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0345

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0342

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0342

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0011 - root_mean_squared_error: 0.0337 - val_loss: 0.0108 - val_root_mean_squared_error: 0.1041

Epoch 5/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0017 - root_mean_squared_error: 0.0408

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0348

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0354

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0355

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0352

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0349

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0348

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0345

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0343

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0342

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0012 - root_mean_squared_error: 0.0340

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0340

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0012 - root_mean_squared_error: 0.0339

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0338

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0337

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0011 - root_mean_squared_error: 0.0326 - val_loss: 0.0149 - val_root_mean_squared_error: 0.1223

Epoch 6/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.4282e-04 - root_mean_squared_error: 0.0185

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4884e-04 - root_mean_squared_error: 0.0253

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9473e-04 - root_mean_squared_error: 0.0262

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1661e-04 - root_mean_squared_error: 0.0267

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1914e-04 - root_mean_squared_error: 0.0267

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2534e-04 - root_mean_squared_error: 0.0269

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.4596e-04 - root_mean_squared_error: 0.0272

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.6511e-04 - root_mean_squared_error: 0.0276

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.7706e-04 - root_mean_squared_error: 0.0278

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.8424e-04 - root_mean_squared_error: 0.0279

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.9006e-04 - root_mean_squared_error: 0.0280

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.9770e-04 - root_mean_squared_error: 0.0282

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.0242e-04 - root_mean_squared_error: 0.0283

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.0588e-04 - root_mean_squared_error: 0.0283

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.0979e-04 - root_mean_squared_error: 0.0284

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 8.6148e-04 - root_mean_squared_error: 0.0294 - val_loss: 0.0090 - val_root_mean_squared_error: 0.0949

Epoch 7/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 21s 346ms/step - loss: 6.8369e-04 - root_mean_squared_error: 0.0261

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.0233e-04 - root_mean_squared_error: 0.0283  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.5030e-04 - root_mean_squared_error: 0.0291

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.8109e-04 - root_mean_squared_error: 0.0296

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.9467e-04 - root_mean_squared_error: 0.0299

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.1443e-04 - root_mean_squared_error: 0.0302

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.3179e-04 - root_mean_squared_error: 0.0305

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.4080e-04 - root_mean_squared_error: 0.0306

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.4565e-04 - root_mean_squared_error: 0.0307

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.5106e-04 - root_mean_squared_error: 0.0308

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.5544e-04 - root_mean_squared_error: 0.0309

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.5926e-04 - root_mean_squared_error: 0.0309

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.6324e-04 - root_mean_squared_error: 0.0310

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 9.8566e-04 - root_mean_squared_error: 0.0314 - val_loss: 0.0065 - val_root_mean_squared_error: 0.0805

Epoch 8/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 23s 391ms/step - loss: 9.6758e-04 - root_mean_squared_error: 0.0311

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.5399e-04 - root_mean_squared_error: 0.0309  

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 9.6714e-04 - root_mean_squared_error: 0.0311

12/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 9.9438e-04 - root_mean_squared_error: 0.0315

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 9.8704e-04 - root_mean_squared_error: 0.0314

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 9.8079e-04 - root_mean_squared_error: 0.0313

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.7677e-04 - root_mean_squared_error: 0.0312

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.7213e-04 - root_mean_squared_error: 0.0312

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.6788e-04 - root_mean_squared_error: 0.0311

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.6814e-04 - root_mean_squared_error: 0.0311

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.7076e-04 - root_mean_squared_error: 0.0311

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.7068e-04 - root_mean_squared_error: 0.0311

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 9.6930e-04 - root_mean_squared_error: 0.0311

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.6625e-04 - root_mean_squared_error: 0.0311

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.6205e-04 - root_mean_squared_error: 0.0310

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.5622e-04 - root_mean_squared_error: 0.0309

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 8.8414e-04 - root_mean_squared_error: 0.0297 - val_loss: 0.0026 - val_root_mean_squared_error: 0.0511

Epoch 9/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 19s 318ms/step - loss: 6.1500e-04 - root_mean_squared_error: 0.0248

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8710e-04 - root_mean_squared_error: 0.0242  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1827e-04 - root_mean_squared_error: 0.0248

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4966e-04 - root_mean_squared_error: 0.0255

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7024e-04 - root_mean_squared_error: 0.0259

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8089e-04 - root_mean_squared_error: 0.0261

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8319e-04 - root_mean_squared_error: 0.0261

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8844e-04 - root_mean_squared_error: 0.0262

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9637e-04 - root_mean_squared_error: 0.0264

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0069e-04 - root_mean_squared_error: 0.0264

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0239e-04 - root_mean_squared_error: 0.0265

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0425e-04 - root_mean_squared_error: 0.0265

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0731e-04 - root_mean_squared_error: 0.0266

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 7.3300e-04 - root_mean_squared_error: 0.0271 - val_loss: 0.0040 - val_root_mean_squared_error: 0.0635

Epoch 10/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 33ms/step - loss: 0.0015 - root_mean_squared_error: 0.0384

 4/62 ━━━━━━━━━━━━━━━━━━━ 1s 19ms/step - loss: 0.0013 - root_mean_squared_error: 0.0363

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 0.0011 - root_mean_squared_error: 0.0334

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 9.9178e-04 - root_mean_squared_error: 0.0313

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 9.3266e-04 - root_mean_squared_error: 0.0304

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.9675e-04 - root_mean_squared_error: 0.0298

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.7586e-04 - root_mean_squared_error: 0.0294

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.5728e-04 - root_mean_squared_error: 0.0291

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.4826e-04 - root_mean_squared_error: 0.0290

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.4156e-04 - root_mean_squared_error: 0.0289

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.3457e-04 - root_mean_squared_error: 0.0288

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.2679e-04 - root_mean_squared_error: 0.0286

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.2156e-04 - root_mean_squared_error: 0.0286

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 7.6852e-04 - root_mean_squared_error: 0.0277 - val_loss: 0.0100 - val_root_mean_squared_error: 0.1001

Epoch 11/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 5.9227e-04 - root_mean_squared_error: 0.0243

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8623e-04 - root_mean_squared_error: 0.0241

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.9866e-04 - root_mean_squared_error: 0.0244

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.4405e-04 - root_mean_squared_error: 0.0253

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.6971e-04 - root_mean_squared_error: 0.0258

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8751e-04 - root_mean_squared_error: 0.0261

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9917e-04 - root_mean_squared_error: 0.0264

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0521e-04 - root_mean_squared_error: 0.0265

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0643e-04 - root_mean_squared_error: 0.0265

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0568e-04 - root_mean_squared_error: 0.0265

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0453e-04 - root_mean_squared_error: 0.0265

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0251e-04 - root_mean_squared_error: 0.0265

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9986e-04 - root_mean_squared_error: 0.0264

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 6.7069e-04 - root_mean_squared_error: 0.0259 - val_loss: 0.0028 - val_root_mean_squared_error: 0.0526

Epoch 12/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 5.7673e-04 - root_mean_squared_error: 0.0240

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1487e-04 - root_mean_squared_error: 0.0227

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.4287e-04 - root_mean_squared_error: 0.0233

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 5.4314e-04 - root_mean_squared_error: 0.0233

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 5.4232e-04 - root_mean_squared_error: 0.0233

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 5.5178e-04 - root_mean_squared_error: 0.0235

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 5.6000e-04 - root_mean_squared_error: 0.0236

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 5.7643e-04 - root_mean_squared_error: 0.0240

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 5.9472e-04 - root_mean_squared_error: 0.0243

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.0772e-04 - root_mean_squared_error: 0.0246

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.1579e-04 - root_mean_squared_error: 0.0248

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.2082e-04 - root_mean_squared_error: 0.0249

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.2327e-04 - root_mean_squared_error: 0.0249

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.2476e-04 - root_mean_squared_error: 0.0250

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.2547e-04 - root_mean_squared_error: 0.0250

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 6.5104e-04 - root_mean_squared_error: 0.0255 - val_loss: 0.0046 - val_root_mean_squared_error: 0.0679

Epoch 13/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 8.6440e-04 - root_mean_squared_error: 0.0294

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.9352e-04 - root_mean_squared_error: 0.0281

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.9119e-04 - root_mean_squared_error: 0.0281

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.6595e-04 - root_mean_squared_error: 0.0276

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.3819e-04 - root_mean_squared_error: 0.0271

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.2121e-04 - root_mean_squared_error: 0.0268

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.1023e-04 - root_mean_squared_error: 0.0266

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0471e-04 - root_mean_squared_error: 0.0265

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0269e-04 - root_mean_squared_error: 0.0265

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1321e-04 - root_mean_squared_error: 0.0267

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.3152e-04 - root_mean_squared_error: 0.0270

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.4762e-04 - root_mean_squared_error: 0.0273

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.6149e-04 - root_mean_squared_error: 0.0275

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 9.0182e-04 - root_mean_squared_error: 0.0300 - val_loss: 0.0045 - val_root_mean_squared_error: 0.0670

Epoch 14/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 25s 415ms/step - loss: 5.3794e-04 - root_mean_squared_error: 0.0232

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.4099e-04 - root_mean_squared_error: 0.0232  

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3739e-04 - root_mean_squared_error: 0.0232

12/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.4124e-04 - root_mean_squared_error: 0.0233

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.4813e-04 - root_mean_squared_error: 0.0234

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.5517e-04 - root_mean_squared_error: 0.0236

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.6710e-04 - root_mean_squared_error: 0.0238

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.7898e-04 - root_mean_squared_error: 0.0240

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.9261e-04 - root_mean_squared_error: 0.0243

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.0214e-04 - root_mean_squared_error: 0.0245

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.0968e-04 - root_mean_squared_error: 0.0247

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1716e-04 - root_mean_squared_error: 0.0248

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2386e-04 - root_mean_squared_error: 0.0249

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2988e-04 - root_mean_squared_error: 0.0251

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.3568e-04 - root_mean_squared_error: 0.0252

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.3841e-04 - root_mean_squared_error: 0.0252

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 6.9347e-04 - root_mean_squared_error: 0.0263 - val_loss: 0.0028 - val_root_mean_squared_error: 0.0534

Epoch 15/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 2.5817e-04 - root_mean_squared_error: 0.0161

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.3598e-04 - root_mean_squared_error: 0.0229

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6549e-04 - root_mean_squared_error: 0.0236

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.9369e-04 - root_mean_squared_error: 0.0242

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1306e-04 - root_mean_squared_error: 0.0246

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3692e-04 - root_mean_squared_error: 0.0251

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5573e-04 - root_mean_squared_error: 0.0255

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6660e-04 - root_mean_squared_error: 0.0257

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7441e-04 - root_mean_squared_error: 0.0259

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8090e-04 - root_mean_squared_error: 0.0260

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8576e-04 - root_mean_squared_error: 0.0261

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8863e-04 - root_mean_squared_error: 0.0262

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.9047e-04 - root_mean_squared_error: 0.0262

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.9327e-04 - root_mean_squared_error: 0.0263

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 7.4331e-04 - root_mean_squared_error: 0.0273 - val_loss: 0.0038 - val_root_mean_squared_error: 0.0620

Epoch 16/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 8.2195e-04 - root_mean_squared_error: 0.0287

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 7.1363e-04 - root_mean_squared_error: 0.0266

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 7.6120e-04 - root_mean_squared_error: 0.0275

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.9525e-04 - root_mean_squared_error: 0.0281

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.2579e-04 - root_mean_squared_error: 0.0287

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.4325e-04 - root_mean_squared_error: 0.0290

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.5683e-04 - root_mean_squared_error: 0.0292

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.6411e-04 - root_mean_squared_error: 0.0293

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.7255e-04 - root_mean_squared_error: 0.0295

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.7910e-04 - root_mean_squared_error: 0.0296

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.7938e-04 - root_mean_squared_error: 0.0296

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.7621e-04 - root_mean_squared_error: 0.0296

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.7003e-04 - root_mean_squared_error: 0.0295

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.6207e-04 - root_mean_squared_error: 0.0293

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.5322e-04 - root_mean_squared_error: 0.0292

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 7.4654e-04 - root_mean_squared_error: 0.0273 - val_loss: 0.0030 - val_root_mean_squared_error: 0.0550

Epoch 17/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 5.9024e-04 - root_mean_squared_error: 0.0243

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0486e-04 - root_mean_squared_error: 0.0224

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1221e-04 - root_mean_squared_error: 0.0226

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0525e-04 - root_mean_squared_error: 0.0225

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0729e-04 - root_mean_squared_error: 0.0225

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1047e-04 - root_mean_squared_error: 0.0226

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1882e-04 - root_mean_squared_error: 0.0228

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.2597e-04 - root_mean_squared_error: 0.0229

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.3264e-04 - root_mean_squared_error: 0.0231

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.3798e-04 - root_mean_squared_error: 0.0232

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4331e-04 - root_mean_squared_error: 0.0233

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4905e-04 - root_mean_squared_error: 0.0234

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5198e-04 - root_mean_squared_error: 0.0235

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5740e-04 - root_mean_squared_error: 0.0236

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 6.2732e-04 - root_mean_squared_error: 0.0250 - val_loss: 0.0015 - val_root_mean_squared_error: 0.0394

Epoch 18/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 9.3749e-04 - root_mean_squared_error: 0.0306

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.9724e-04 - root_mean_squared_error: 0.0282

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.3126e-04 - root_mean_squared_error: 0.0270

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9012e-04 - root_mean_squared_error: 0.0262

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7390e-04 - root_mean_squared_error: 0.0259

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5570e-04 - root_mean_squared_error: 0.0256

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4401e-04 - root_mean_squared_error: 0.0253

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3931e-04 - root_mean_squared_error: 0.0252

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3467e-04 - root_mean_squared_error: 0.0252

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3069e-04 - root_mean_squared_error: 0.0251

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2753e-04 - root_mean_squared_error: 0.0250

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2389e-04 - root_mean_squared_error: 0.0249

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2000e-04 - root_mean_squared_error: 0.0249

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1725e-04 - root_mean_squared_error: 0.0248

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.8787e-04 - root_mean_squared_error: 0.0242 - val_loss: 0.0022 - val_root_mean_squared_error: 0.0470

Epoch 19/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.3752e-04 - root_mean_squared_error: 0.0184

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3497e-04 - root_mean_squared_error: 0.0250

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2674e-04 - root_mean_squared_error: 0.0249

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0420e-04 - root_mean_squared_error: 0.0245

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8988e-04 - root_mean_squared_error: 0.0242

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8330e-04 - root_mean_squared_error: 0.0241

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7979e-04 - root_mean_squared_error: 0.0240

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7477e-04 - root_mean_squared_error: 0.0239

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7189e-04 - root_mean_squared_error: 0.0239

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7010e-04 - root_mean_squared_error: 0.0238

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6825e-04 - root_mean_squared_error: 0.0238

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6705e-04 - root_mean_squared_error: 0.0238

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.6531e-04 - root_mean_squared_error: 0.0237

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.3636e-04 - root_mean_squared_error: 0.0232 - val_loss: 0.0032 - val_root_mean_squared_error: 0.0565

Epoch 20/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 4.2276e-04 - root_mean_squared_error: 0.0206

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.4118e-04 - root_mean_squared_error: 0.0184

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.7420e-04 - root_mean_squared_error: 0.0193

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9801e-04 - root_mean_squared_error: 0.0199

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2288e-04 - root_mean_squared_error: 0.0205

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4393e-04 - root_mean_squared_error: 0.0210

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5463e-04 - root_mean_squared_error: 0.0213

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6045e-04 - root_mean_squared_error: 0.0214

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6656e-04 - root_mean_squared_error: 0.0215

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.7169e-04 - root_mean_squared_error: 0.0217

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.7857e-04 - root_mean_squared_error: 0.0218

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8457e-04 - root_mean_squared_error: 0.0220

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.8923e-04 - root_mean_squared_error: 0.0221

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.9351e-04 - root_mean_squared_error: 0.0222

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.4541e-04 - root_mean_squared_error: 0.0234 - val_loss: 0.0054 - val_root_mean_squared_error: 0.0735


 1/16 ━━━━━━━━━━━━━━━━━━━ 2s 158ms/step

11/16 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step  

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step

Model: "sequential_1"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Layer (type)                     Output Shape                  Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ lstm_1 (LSTM)                   │ (None, 50)             │        10,400 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dropout_1 (Dropout)             │ (None, 50)             │             0 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_2 (Dense)                 │ (None, 8)              │           408 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_3 (Dense)                 │ (None, 1)              │             9 │
└─────────────────────────────────┴────────────────────────┴───────────────┘
 Total params: 10,817 (42.25 KB)
 Trainable params: 10,817 (42.25 KB)
 Non-trainable params: 0 (0.00 B)
Epoch 1/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1:34 2s/step - loss: 0.1534 - root_mean_squared_error: 0.3916

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.1183 - root_mean_squared_error: 0.3428

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.1026 - root_mean_squared_error: 0.3188

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0897 - root_mean_squared_error: 0.2966

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0793 - root_mean_squared_error: 0.2774

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0714 - root_mean_squared_error: 0.2618

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0652 - root_mean_squared_error: 0.2488

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0601 - root_mean_squared_error: 0.2378

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0558 - root_mean_squared_error: 0.2283

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0523 - root_mean_squared_error: 0.2200

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0492 - root_mean_squared_error: 0.2126

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0464 - root_mean_squared_error: 0.2059

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0441 - root_mean_squared_error: 0.1999

62/62 ━━━━━━━━━━━━━━━━━━━━ 3s 18ms/step - loss: 0.0170 - root_mean_squared_error: 0.1304 - val_loss: 0.0012 - val_root_mean_squared_error: 0.0344

Epoch 2/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 0.0029 - root_mean_squared_error: 0.0535

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0021 - root_mean_squared_error: 0.0458

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0019 - root_mean_squared_error: 0.0435

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0018 - root_mean_squared_error: 0.0424

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0017 - root_mean_squared_error: 0.0417

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0017 - root_mean_squared_error: 0.0412

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0017 - root_mean_squared_error: 0.0410

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0017 - root_mean_squared_error: 0.0408

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0017 - root_mean_squared_error: 0.0406

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0016 - root_mean_squared_error: 0.0404

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0016 - root_mean_squared_error: 0.0403

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0016 - root_mean_squared_error: 0.0402

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0016 - root_mean_squared_error: 0.0401

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0016 - root_mean_squared_error: 0.0400

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 0.0015 - root_mean_squared_error: 0.0383 - val_loss: 4.0900e-04 - val_root_mean_squared_error: 0.0202

Epoch 3/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 7.0908e-04 - root_mean_squared_error: 0.0266

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0337    

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0344

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0346

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0345

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0346

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0348

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0350

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0352

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0353

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0355

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0356

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0356

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0013 - root_mean_squared_error: 0.0357

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 0.0013 - root_mean_squared_error: 0.0358 - val_loss: 0.0016 - val_root_mean_squared_error: 0.0403

Epoch 4/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 0.0014 - root_mean_squared_error: 0.0371

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0358

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0012 - root_mean_squared_error: 0.0351

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0347

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0012 - root_mean_squared_error: 0.0342

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0338

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0335

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0333

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0330

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0329

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0328

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0326

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0011 - root_mean_squared_error: 0.0324

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0010 - root_mean_squared_error: 0.0323

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 9.6157e-04 - root_mean_squared_error: 0.0310 - val_loss: 0.0022 - val_root_mean_squared_error: 0.0464

Epoch 5/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 41ms/step - loss: 9.9428e-04 - root_mean_squared_error: 0.0315

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0332    

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0330

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0327

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0010 - root_mean_squared_error: 0.0322

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0010 - root_mean_squared_error: 0.0320

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0318

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0317

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0010 - root_mean_squared_error: 0.0316

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.9700e-04 - root_mean_squared_error: 0.0316

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.9438e-04 - root_mean_squared_error: 0.0315

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.8965e-04 - root_mean_squared_error: 0.0314

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.8359e-04 - root_mean_squared_error: 0.0313

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 9.0178e-04 - root_mean_squared_error: 0.0300 - val_loss: 4.9353e-04 - val_root_mean_squared_error: 0.0222

Epoch 6/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 23s 388ms/step - loss: 0.0015 - root_mean_squared_error: 0.0390

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0011 - root_mean_squared_error: 0.0325  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.8315e-04 - root_mean_squared_error: 0.0312

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.6184e-04 - root_mean_squared_error: 0.0309

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.6294e-04 - root_mean_squared_error: 0.0310

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.6204e-04 - root_mean_squared_error: 0.0310

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.5724e-04 - root_mean_squared_error: 0.0309

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.5126e-04 - root_mean_squared_error: 0.0308

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.4513e-04 - root_mean_squared_error: 0.0307

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.4153e-04 - root_mean_squared_error: 0.0307

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.3703e-04 - root_mean_squared_error: 0.0306

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.3107e-04 - root_mean_squared_error: 0.0305

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.2486e-04 - root_mean_squared_error: 0.0304

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 8.7297e-04 - root_mean_squared_error: 0.0295 - val_loss: 0.0042 - val_root_mean_squared_error: 0.0650

Epoch 7/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 7.6640e-04 - root_mean_squared_error: 0.0277

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 9.3822e-04 - root_mean_squared_error: 0.0306

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.9878e-04 - root_mean_squared_error: 0.0300

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.6319e-04 - root_mean_squared_error: 0.0293

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.5270e-04 - root_mean_squared_error: 0.0292

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.4389e-04 - root_mean_squared_error: 0.0290

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.4065e-04 - root_mean_squared_error: 0.0290

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3800e-04 - root_mean_squared_error: 0.0289

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3488e-04 - root_mean_squared_error: 0.0289

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3254e-04 - root_mean_squared_error: 0.0288

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3303e-04 - root_mean_squared_error: 0.0288

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3209e-04 - root_mean_squared_error: 0.0288

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.3234e-04 - root_mean_squared_error: 0.0288

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 8.3345e-04 - root_mean_squared_error: 0.0289 - val_loss: 0.0011 - val_root_mean_squared_error: 0.0336

Epoch 8/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 39ms/step - loss: 2.3037e-04 - root_mean_squared_error: 0.0152

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.9333e-04 - root_mean_squared_error: 0.0196

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.6302e-04 - root_mean_squared_error: 0.0213

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.2188e-04 - root_mean_squared_error: 0.0227

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5557e-04 - root_mean_squared_error: 0.0234

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6942e-04 - root_mean_squared_error: 0.0237

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7615e-04 - root_mean_squared_error: 0.0239

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8422e-04 - root_mean_squared_error: 0.0241

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.9148e-04 - root_mean_squared_error: 0.0242

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.9927e-04 - root_mean_squared_error: 0.0244

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0555e-04 - root_mean_squared_error: 0.0245

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1128e-04 - root_mean_squared_error: 0.0246

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1692e-04 - root_mean_squared_error: 0.0248

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 6.7119e-04 - root_mean_squared_error: 0.0259 - val_loss: 3.7792e-04 - val_root_mean_squared_error: 0.0194

Epoch 9/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 19s 316ms/step - loss: 6.4302e-04 - root_mean_squared_error: 0.0254

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.7054e-04 - root_mean_squared_error: 0.0258  

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.6878e-04 - root_mean_squared_error: 0.0276

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.1298e-04 - root_mean_squared_error: 0.0284

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.2367e-04 - root_mean_squared_error: 0.0286

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.2358e-04 - root_mean_squared_error: 0.0286

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.2090e-04 - root_mean_squared_error: 0.0286

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.1907e-04 - root_mean_squared_error: 0.0286

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.2113e-04 - root_mean_squared_error: 0.0286

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.2036e-04 - root_mean_squared_error: 0.0286

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.1804e-04 - root_mean_squared_error: 0.0286

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.1608e-04 - root_mean_squared_error: 0.0285

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.1345e-04 - root_mean_squared_error: 0.0285

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.1200e-04 - root_mean_squared_error: 0.0285

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 7.8104e-04 - root_mean_squared_error: 0.0279 - val_loss: 0.0036 - val_root_mean_squared_error: 0.0600

Epoch 10/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 6.1209e-04 - root_mean_squared_error: 0.0247

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2884e-04 - root_mean_squared_error: 0.0251

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.5150e-04 - root_mean_squared_error: 0.0255

12/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.5207e-04 - root_mean_squared_error: 0.0255

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.5590e-04 - root_mean_squared_error: 0.0256

17/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 6.5582e-04 - root_mean_squared_error: 0.0256

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 20ms/step - loss: 6.5358e-04 - root_mean_squared_error: 0.0256

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 6.5460e-04 - root_mean_squared_error: 0.0256

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 19ms/step - loss: 6.5880e-04 - root_mean_squared_error: 0.0257

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 18ms/step - loss: 6.6274e-04 - root_mean_squared_error: 0.0257

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.6487e-04 - root_mean_squared_error: 0.0258

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.6694e-04 - root_mean_squared_error: 0.0258

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.6873e-04 - root_mean_squared_error: 0.0259

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.7108e-04 - root_mean_squared_error: 0.0259

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.7455e-04 - root_mean_squared_error: 0.0260

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.7791e-04 - root_mean_squared_error: 0.0260

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.8023e-04 - root_mean_squared_error: 0.0261

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 7.0759e-04 - root_mean_squared_error: 0.0266 - val_loss: 3.7138e-04 - val_root_mean_squared_error: 0.0193

Epoch 11/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.9042e-04 - root_mean_squared_error: 0.0198

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.4010e-04 - root_mean_squared_error: 0.0251

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2998e-04 - root_mean_squared_error: 0.0250

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1225e-04 - root_mean_squared_error: 0.0247

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0484e-04 - root_mean_squared_error: 0.0245

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0429e-04 - root_mean_squared_error: 0.0245

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0287e-04 - root_mean_squared_error: 0.0245

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0582e-04 - root_mean_squared_error: 0.0246

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0826e-04 - root_mean_squared_error: 0.0246

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1174e-04 - root_mean_squared_error: 0.0247

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1671e-04 - root_mean_squared_error: 0.0248

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2255e-04 - root_mean_squared_error: 0.0249

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2848e-04 - root_mean_squared_error: 0.0250

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 7.0488e-04 - root_mean_squared_error: 0.0265 - val_loss: 0.0016 - val_root_mean_squared_error: 0.0402

Epoch 12/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 4.9035e-04 - root_mean_squared_error: 0.0221

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1313e-04 - root_mean_squared_error: 0.0226

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.2364e-04 - root_mean_squared_error: 0.0229

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.2694e-04 - root_mean_squared_error: 0.0229

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.3355e-04 - root_mean_squared_error: 0.0231

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.3874e-04 - root_mean_squared_error: 0.0232

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4108e-04 - root_mean_squared_error: 0.0233

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4568e-04 - root_mean_squared_error: 0.0234

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4876e-04 - root_mean_squared_error: 0.0234

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4974e-04 - root_mean_squared_error: 0.0234

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5043e-04 - root_mean_squared_error: 0.0235

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5208e-04 - root_mean_squared_error: 0.0235

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5414e-04 - root_mean_squared_error: 0.0235

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5623e-04 - root_mean_squared_error: 0.0236

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.7555e-04 - root_mean_squared_error: 0.0240 - val_loss: 0.0019 - val_root_mean_squared_error: 0.0432

Epoch 13/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 30ms/step - loss: 4.3152e-04 - root_mean_squared_error: 0.0208

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8445e-04 - root_mean_squared_error: 0.0260

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2605e-04 - root_mean_squared_error: 0.0268

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.4089e-04 - root_mean_squared_error: 0.0271

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.3555e-04 - root_mean_squared_error: 0.0271

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2340e-04 - root_mean_squared_error: 0.0268

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1089e-04 - root_mean_squared_error: 0.0266

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9963e-04 - root_mean_squared_error: 0.0264

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8955e-04 - root_mean_squared_error: 0.0262

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7932e-04 - root_mean_squared_error: 0.0260

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7034e-04 - root_mean_squared_error: 0.0258

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6275e-04 - root_mean_squared_error: 0.0257

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5633e-04 - root_mean_squared_error: 0.0256

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.8398e-04 - root_mean_squared_error: 0.0242 - val_loss: 0.0042 - val_root_mean_squared_error: 0.0646

Epoch 14/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 21s 356ms/step - loss: 9.2212e-04 - root_mean_squared_error: 0.0304

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7692e-04 - root_mean_squared_error: 0.0259  

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4824e-04 - root_mean_squared_error: 0.0254

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2419e-04 - root_mean_squared_error: 0.0249

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.0763e-04 - root_mean_squared_error: 0.0246

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.9670e-04 - root_mean_squared_error: 0.0244

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8776e-04 - root_mean_squared_error: 0.0242

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8356e-04 - root_mean_squared_error: 0.0241

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8175e-04 - root_mean_squared_error: 0.0241

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7880e-04 - root_mean_squared_error: 0.0240

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7621e-04 - root_mean_squared_error: 0.0240

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7345e-04 - root_mean_squared_error: 0.0239

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7210e-04 - root_mean_squared_error: 0.0239

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7167e-04 - root_mean_squared_error: 0.0239

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.5432e-04 - root_mean_squared_error: 0.0235 - val_loss: 6.8836e-04 - val_root_mean_squared_error: 0.0262

Epoch 15/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 7.0582e-04 - root_mean_squared_error: 0.0266

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2467e-04 - root_mean_squared_error: 0.0250

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0526e-04 - root_mean_squared_error: 0.0246

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8377e-04 - root_mean_squared_error: 0.0241

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.7819e-04 - root_mean_squared_error: 0.0240

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.7224e-04 - root_mean_squared_error: 0.0239

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.6970e-04 - root_mean_squared_error: 0.0239

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.6463e-04 - root_mean_squared_error: 0.0237

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 5.6264e-04 - root_mean_squared_error: 0.0237

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 5.5952e-04 - root_mean_squared_error: 0.0236

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.5672e-04 - root_mean_squared_error: 0.0236

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.5423e-04 - root_mean_squared_error: 0.0235

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 5.5312e-04 - root_mean_squared_error: 0.0235

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.5212e-04 - root_mean_squared_error: 0.0235

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.5062e-04 - root_mean_squared_error: 0.0235

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.4992e-04 - root_mean_squared_error: 0.0234

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 18ms/step - loss: 5.3634e-04 - root_mean_squared_error: 0.0232 - val_loss: 0.0037 - val_root_mean_squared_error: 0.0611

Epoch 16/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 11s 181ms/step - loss: 8.5085e-04 - root_mean_squared_error: 0.0292

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8813e-04 - root_mean_squared_error: 0.0262  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6525e-04 - root_mean_squared_error: 0.0257

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6976e-04 - root_mean_squared_error: 0.0258

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7302e-04 - root_mean_squared_error: 0.0259

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6736e-04 - root_mean_squared_error: 0.0258

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6103e-04 - root_mean_squared_error: 0.0257

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5343e-04 - root_mean_squared_error: 0.0255

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4561e-04 - root_mean_squared_error: 0.0254

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3836e-04 - root_mean_squared_error: 0.0252

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3270e-04 - root_mean_squared_error: 0.0251

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2868e-04 - root_mean_squared_error: 0.0250

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.2347e-04 - root_mean_squared_error: 0.0249

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1838e-04 - root_mean_squared_error: 0.0248

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.5691e-04 - root_mean_squared_error: 0.0236 - val_loss: 0.0025 - val_root_mean_squared_error: 0.0495

Epoch 17/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 23s 393ms/step - loss: 7.9579e-04 - root_mean_squared_error: 0.0282

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5035e-04 - root_mean_squared_error: 0.0254  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0460e-04 - root_mean_squared_error: 0.0245

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.7011e-04 - root_mean_squared_error: 0.0238

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4798e-04 - root_mean_squared_error: 0.0233

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.4386e-04 - root_mean_squared_error: 0.0233

28/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3967e-04 - root_mean_squared_error: 0.0232

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3805e-04 - root_mean_squared_error: 0.0232

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3670e-04 - root_mean_squared_error: 0.0231

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3636e-04 - root_mean_squared_error: 0.0231

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3660e-04 - root_mean_squared_error: 0.0231

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3649e-04 - root_mean_squared_error: 0.0231

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.3589e-04 - root_mean_squared_error: 0.0231

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 5.2208e-04 - root_mean_squared_error: 0.0228 - val_loss: 0.0018 - val_root_mean_squared_error: 0.0422

Epoch 18/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 5.3300e-04 - root_mean_squared_error: 0.0231

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2668e-04 - root_mean_squared_error: 0.0206

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3684e-04 - root_mean_squared_error: 0.0209

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5260e-04 - root_mean_squared_error: 0.0212

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5754e-04 - root_mean_squared_error: 0.0214

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5989e-04 - root_mean_squared_error: 0.0214

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.6124e-04 - root_mean_squared_error: 0.0215

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6234e-04 - root_mean_squared_error: 0.0215

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6289e-04 - root_mean_squared_error: 0.0215

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6334e-04 - root_mean_squared_error: 0.0215

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6393e-04 - root_mean_squared_error: 0.0215

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6633e-04 - root_mean_squared_error: 0.0216

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.6956e-04 - root_mean_squared_error: 0.0217

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.7395e-04 - root_mean_squared_error: 0.0218

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.2213e-04 - root_mean_squared_error: 0.0229 - val_loss: 0.0032 - val_root_mean_squared_error: 0.0569

Epoch 19/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 22s 368ms/step - loss: 7.0149e-04 - root_mean_squared_error: 0.0265

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.3679e-04 - root_mean_squared_error: 0.0271  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9227e-04 - root_mean_squared_error: 0.0263

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6695e-04 - root_mean_squared_error: 0.0258

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5587e-04 - root_mean_squared_error: 0.0256

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4145e-04 - root_mean_squared_error: 0.0253

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2947e-04 - root_mean_squared_error: 0.0251

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1897e-04 - root_mean_squared_error: 0.0248

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1067e-04 - root_mean_squared_error: 0.0247

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0460e-04 - root_mean_squared_error: 0.0246

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.0095e-04 - root_mean_squared_error: 0.0245

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.9742e-04 - root_mean_squared_error: 0.0244

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.9502e-04 - root_mean_squared_error: 0.0244

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.9191e-04 - root_mean_squared_error: 0.0243

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.8893e-04 - root_mean_squared_error: 0.0242

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.8506e-04 - root_mean_squared_error: 0.0242

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 5.2746e-04 - root_mean_squared_error: 0.0230 - val_loss: 0.0013 - val_root_mean_squared_error: 0.0362

Epoch 20/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.3793e-04 - root_mean_squared_error: 0.0184

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 3.6332e-04 - root_mean_squared_error: 0.0190

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 3.7020e-04 - root_mean_squared_error: 0.0192

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.8514e-04 - root_mean_squared_error: 0.0196

17/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.9538e-04 - root_mean_squared_error: 0.0199

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.0664e-04 - root_mean_squared_error: 0.0201

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.1357e-04 - root_mean_squared_error: 0.0203

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.2044e-04 - root_mean_squared_error: 0.0205

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.2633e-04 - root_mean_squared_error: 0.0206

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.3029e-04 - root_mean_squared_error: 0.0207

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 4.3527e-04 - root_mean_squared_error: 0.0208

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.3970e-04 - root_mean_squared_error: 0.0209

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.4243e-04 - root_mean_squared_error: 0.0210

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.4383e-04 - root_mean_squared_error: 0.0210

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.4428e-04 - root_mean_squared_error: 0.0211

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 4.5427e-04 - root_mean_squared_error: 0.0213 - val_loss: 6.3022e-04 - val_root_mean_squared_error: 0.0251


 1/16 ━━━━━━━━━━━━━━━━━━━ 1s 117ms/step

14/16 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step  

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

Model: "sequential_2"
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ Layer (type)                     Output Shape                  Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ lstm_2 (LSTM)                   │ (None, 50)             │        10,400 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dropout_2 (Dropout)             │ (None, 50)             │             0 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_4 (Dense)                 │ (None, 8)              │           408 │
├─────────────────────────────────┼────────────────────────┼───────────────┤
│ dense_5 (Dense)                 │ (None, 1)              │             9 │
└─────────────────────────────────┴────────────────────────┴───────────────┘
 Total params: 10,817 (42.25 KB)
 Trainable params: 10,817 (42.25 KB)
 Non-trainable params: 0 (0.00 B)
Epoch 1/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1:43 2s/step - loss: 0.0751 - root_mean_squared_error: 0.2740

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0693 - root_mean_squared_error: 0.2631

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0634 - root_mean_squared_error: 0.2513

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0597 - root_mean_squared_error: 0.2439

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0566 - root_mean_squared_error: 0.2371

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0533 - root_mean_squared_error: 0.2299

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0503 - root_mean_squared_error: 0.2228

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0476 - root_mean_squared_error: 0.2161

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0451 - root_mean_squared_error: 0.2100

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0429 - root_mean_squared_error: 0.2043

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0409 - root_mean_squared_error: 0.1990

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0391 - root_mean_squared_error: 0.1941

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 0.0375 - root_mean_squared_error: 0.1896

62/62 ━━━━━━━━━━━━━━━━━━━━ 3s 17ms/step - loss: 0.0185 - root_mean_squared_error: 0.1362 - val_loss: 0.0224 - val_root_mean_squared_error: 0.1498

Epoch 2/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 9.0486e-04 - root_mean_squared_error: 0.0301

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0014 - root_mean_squared_error: 0.0366    

 8/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0015 - root_mean_squared_error: 0.0383

12/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 0.0015 - root_mean_squared_error: 0.0385

17/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0015 - root_mean_squared_error: 0.0384

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 0.0015 - root_mean_squared_error: 0.0380

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0014 - root_mean_squared_error: 0.0375

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0014 - root_mean_squared_error: 0.0371

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0014 - root_mean_squared_error: 0.0367

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0363

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0360

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0358

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 0.0013 - root_mean_squared_error: 0.0356

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0013 - root_mean_squared_error: 0.0354

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 0.0013 - root_mean_squared_error: 0.0353

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 0.0011 - root_mean_squared_error: 0.0332 - val_loss: 0.0265 - val_root_mean_squared_error: 0.1627

Epoch 3/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 8.7732e-04 - root_mean_squared_error: 0.0296

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.7883e-04 - root_mean_squared_error: 0.0296

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.8620e-04 - root_mean_squared_error: 0.0297

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 8.8895e-04 - root_mean_squared_error: 0.0298

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.9702e-04 - root_mean_squared_error: 0.0299

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.0073e-04 - root_mean_squared_error: 0.0300

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.9675e-04 - root_mean_squared_error: 0.0299

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.9251e-04 - root_mean_squared_error: 0.0299

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.8743e-04 - root_mean_squared_error: 0.0298

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.8495e-04 - root_mean_squared_error: 0.0297

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 8.8410e-04 - root_mean_squared_error: 0.0297

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.8332e-04 - root_mean_squared_error: 0.0297

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.8125e-04 - root_mean_squared_error: 0.0297

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.7796e-04 - root_mean_squared_error: 0.0296

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 8.4587e-04 - root_mean_squared_error: 0.0291 - val_loss: 0.0209 - val_root_mean_squared_error: 0.1447

Epoch 4/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 7.9115e-04 - root_mean_squared_error: 0.0281

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8452e-04 - root_mean_squared_error: 0.0241

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8576e-04 - root_mean_squared_error: 0.0242

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1779e-04 - root_mean_squared_error: 0.0248

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.6948e-04 - root_mean_squared_error: 0.0258

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.0526e-04 - root_mean_squared_error: 0.0264

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.2844e-04 - root_mean_squared_error: 0.0269

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 7.3891e-04 - root_mean_squared_error: 0.0271

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.5581e-04 - root_mean_squared_error: 0.0274

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.7115e-04 - root_mean_squared_error: 0.0277

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.8396e-04 - root_mean_squared_error: 0.0279

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.9329e-04 - root_mean_squared_error: 0.0281

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.9985e-04 - root_mean_squared_error: 0.0282

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 8.0454e-04 - root_mean_squared_error: 0.0283

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 8.7224e-04 - root_mean_squared_error: 0.0295 - val_loss: 0.0194 - val_root_mean_squared_error: 0.1392

Epoch 5/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 27ms/step - loss: 0.0011 - root_mean_squared_error: 0.0329

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 9.6463e-04 - root_mean_squared_error: 0.0310

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 8.2528e-04 - root_mean_squared_error: 0.0286

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.9482e-04 - root_mean_squared_error: 0.0281

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.8462e-04 - root_mean_squared_error: 0.0279

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.6462e-04 - root_mean_squared_error: 0.0276

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.5162e-04 - root_mean_squared_error: 0.0273

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.4388e-04 - root_mean_squared_error: 0.0272

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.3589e-04 - root_mean_squared_error: 0.0271

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2755e-04 - root_mean_squared_error: 0.0269

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.2119e-04 - root_mean_squared_error: 0.0268

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1508e-04 - root_mean_squared_error: 0.0267

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0999e-04 - root_mean_squared_error: 0.0266

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 6.4471e-04 - root_mean_squared_error: 0.0254 - val_loss: 0.0159 - val_root_mean_squared_error: 0.1262

Epoch 6/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 28ms/step - loss: 8.8177e-04 - root_mean_squared_error: 0.0297

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.5545e-04 - root_mean_squared_error: 0.0255

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.8940e-04 - root_mean_squared_error: 0.0262

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.0638e-04 - root_mean_squared_error: 0.0265

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.3315e-04 - root_mean_squared_error: 0.0270

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.4737e-04 - root_mean_squared_error: 0.0273

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.5261e-04 - root_mean_squared_error: 0.0274

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.5861e-04 - root_mean_squared_error: 0.0275

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.6089e-04 - root_mean_squared_error: 0.0276

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.6356e-04 - root_mean_squared_error: 0.0276

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.6592e-04 - root_mean_squared_error: 0.0276

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.6712e-04 - root_mean_squared_error: 0.0277

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.6736e-04 - root_mean_squared_error: 0.0277

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 7.6538e-04 - root_mean_squared_error: 0.0276

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 7.3699e-04 - root_mean_squared_error: 0.0271 - val_loss: 0.0089 - val_root_mean_squared_error: 0.0945

Epoch 7/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 18s 307ms/step - loss: 7.1928e-04 - root_mean_squared_error: 0.0268

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6300e-04 - root_mean_squared_error: 0.0257  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2808e-04 - root_mean_squared_error: 0.0250

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1958e-04 - root_mean_squared_error: 0.0249

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.2433e-04 - root_mean_squared_error: 0.0250

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.3289e-04 - root_mean_squared_error: 0.0251

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.4084e-04 - root_mean_squared_error: 0.0253

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.4906e-04 - root_mean_squared_error: 0.0255

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 17ms/step - loss: 6.5368e-04 - root_mean_squared_error: 0.0255

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.5633e-04 - root_mean_squared_error: 0.0256

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 16ms/step - loss: 6.5554e-04 - root_mean_squared_error: 0.0256

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.5243e-04 - root_mean_squared_error: 0.0255

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.4967e-04 - root_mean_squared_error: 0.0255

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 6.4812e-04 - root_mean_squared_error: 0.0254

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.4634e-04 - root_mean_squared_error: 0.0254

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 6.3008e-04 - root_mean_squared_error: 0.0251 - val_loss: 0.0117 - val_root_mean_squared_error: 0.1080

Epoch 8/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 17s 290ms/step - loss: 5.4323e-04 - root_mean_squared_error: 0.0233

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 4.9656e-04 - root_mean_squared_error: 0.0223  

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6635e-04 - root_mean_squared_error: 0.0237

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6795e-04 - root_mean_squared_error: 0.0238

17/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 5.7819e-04 - root_mean_squared_error: 0.0240

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.9580e-04 - root_mean_squared_error: 0.0244

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.0750e-04 - root_mean_squared_error: 0.0246

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 6.1513e-04 - root_mean_squared_error: 0.0248

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1713e-04 - root_mean_squared_error: 0.0248

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1756e-04 - root_mean_squared_error: 0.0248

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1701e-04 - root_mean_squared_error: 0.0248

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1670e-04 - root_mean_squared_error: 0.0248

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1606e-04 - root_mean_squared_error: 0.0248

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1433e-04 - root_mean_squared_error: 0.0248

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 6.1204e-04 - root_mean_squared_error: 0.0247

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step - loss: 5.8846e-04 - root_mean_squared_error: 0.0243 - val_loss: 0.0049 - val_root_mean_squared_error: 0.0703

Epoch 9/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 15s 248ms/step - loss: 7.8692e-04 - root_mean_squared_error: 0.0281

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.5826e-04 - root_mean_squared_error: 0.0235  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.8774e-04 - root_mean_squared_error: 0.0242

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.9282e-04 - root_mean_squared_error: 0.0243

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.9092e-04 - root_mean_squared_error: 0.0243

22/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.9042e-04 - root_mean_squared_error: 0.0243

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 5.8908e-04 - root_mean_squared_error: 0.0242

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8562e-04 - root_mean_squared_error: 0.0242

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.8137e-04 - root_mean_squared_error: 0.0241

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.7502e-04 - root_mean_squared_error: 0.0240

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6963e-04 - root_mean_squared_error: 0.0238

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6559e-04 - root_mean_squared_error: 0.0238

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.6157e-04 - root_mean_squared_error: 0.0237

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 5.5753e-04 - root_mean_squared_error: 0.0236

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 5.0935e-04 - root_mean_squared_error: 0.0226 - val_loss: 0.0074 - val_root_mean_squared_error: 0.0861

Epoch 10/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 2s 34ms/step - loss: 2.8064e-04 - root_mean_squared_error: 0.0168

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8905e-04 - root_mean_squared_error: 0.0197

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1862e-04 - root_mean_squared_error: 0.0204

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3244e-04 - root_mean_squared_error: 0.0208

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4127e-04 - root_mean_squared_error: 0.0210

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4437e-04 - root_mean_squared_error: 0.0211

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4667e-04 - root_mean_squared_error: 0.0211

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4752e-04 - root_mean_squared_error: 0.0211

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4910e-04 - root_mean_squared_error: 0.0212

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5150e-04 - root_mean_squared_error: 0.0212

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5460e-04 - root_mean_squared_error: 0.0213

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5640e-04 - root_mean_squared_error: 0.0213

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5944e-04 - root_mean_squared_error: 0.0214

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.9681e-04 - root_mean_squared_error: 0.0223 - val_loss: 0.0056 - val_root_mean_squared_error: 0.0751

Epoch 11/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 8.7204e-04 - root_mean_squared_error: 0.0295

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9299e-04 - root_mean_squared_error: 0.0262

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 7.1061e-04 - root_mean_squared_error: 0.0266

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.9826e-04 - root_mean_squared_error: 0.0264

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.8892e-04 - root_mean_squared_error: 0.0262

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.7892e-04 - root_mean_squared_error: 0.0260

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.6768e-04 - root_mean_squared_error: 0.0258

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.5618e-04 - root_mean_squared_error: 0.0256

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.4607e-04 - root_mean_squared_error: 0.0254

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.3348e-04 - root_mean_squared_error: 0.0251

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.2159e-04 - root_mean_squared_error: 0.0249

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.1128e-04 - root_mean_squared_error: 0.0247

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 6.0222e-04 - root_mean_squared_error: 0.0245

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.9904e-04 - root_mean_squared_error: 0.0223 - val_loss: 0.0041 - val_root_mean_squared_error: 0.0637

Epoch 12/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 21s 348ms/step - loss: 4.6767e-04 - root_mean_squared_error: 0.0216

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5979e-04 - root_mean_squared_error: 0.0214  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4171e-04 - root_mean_squared_error: 0.0210

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.2426e-04 - root_mean_squared_error: 0.0206

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1665e-04 - root_mean_squared_error: 0.0204

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0868e-04 - root_mean_squared_error: 0.0202

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0381e-04 - root_mean_squared_error: 0.0201

35/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0213e-04 - root_mean_squared_error: 0.0200

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0029e-04 - root_mean_squared_error: 0.0200

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0059e-04 - root_mean_squared_error: 0.0200

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0262e-04 - root_mean_squared_error: 0.0201

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0486e-04 - root_mean_squared_error: 0.0201

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0736e-04 - root_mean_squared_error: 0.0202

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.3527e-04 - root_mean_squared_error: 0.0209 - val_loss: 0.0043 - val_root_mean_squared_error: 0.0656

Epoch 13/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 2.7473e-04 - root_mean_squared_error: 0.0166

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.1148e-04 - root_mean_squared_error: 0.0176

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2321e-04 - root_mean_squared_error: 0.0180

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.4056e-04 - root_mean_squared_error: 0.0184

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.6344e-04 - root_mean_squared_error: 0.0190

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8436e-04 - root_mean_squared_error: 0.0195

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.9651e-04 - root_mean_squared_error: 0.0198

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.0709e-04 - root_mean_squared_error: 0.0201

38/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1498e-04 - root_mean_squared_error: 0.0203

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1931e-04 - root_mean_squared_error: 0.0204

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2401e-04 - root_mean_squared_error: 0.0205

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2787e-04 - root_mean_squared_error: 0.0206

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.3127e-04 - root_mean_squared_error: 0.0207

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.3358e-04 - root_mean_squared_error: 0.0208

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 4.5955e-04 - root_mean_squared_error: 0.0214 - val_loss: 0.0047 - val_root_mean_squared_error: 0.0684

Epoch 14/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 3.9376e-04 - root_mean_squared_error: 0.0198

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.6060e-04 - root_mean_squared_error: 0.0189

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.8659e-04 - root_mean_squared_error: 0.0196

13/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.7990e-04 - root_mean_squared_error: 0.0194

18/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.7729e-04 - root_mean_squared_error: 0.0194

23/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.7014e-04 - root_mean_squared_error: 0.0192

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.6538e-04 - root_mean_squared_error: 0.0191

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.6258e-04 - root_mean_squared_error: 0.0190

34/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.6042e-04 - root_mean_squared_error: 0.0190

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.5843e-04 - root_mean_squared_error: 0.0189

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.5814e-04 - root_mean_squared_error: 0.0189

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.5860e-04 - root_mean_squared_error: 0.0189

54/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.5994e-04 - root_mean_squared_error: 0.0190

59/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.6187e-04 - root_mean_squared_error: 0.0190

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 3.9492e-04 - root_mean_squared_error: 0.0199 - val_loss: 0.0085 - val_root_mean_squared_error: 0.0924

Epoch 15/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.2774e-04 - root_mean_squared_error: 0.0181

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1954e-04 - root_mean_squared_error: 0.0227

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4739e-04 - root_mean_squared_error: 0.0233

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4896e-04 - root_mean_squared_error: 0.0234

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.4035e-04 - root_mean_squared_error: 0.0232

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.2946e-04 - root_mean_squared_error: 0.0230

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1993e-04 - root_mean_squared_error: 0.0228

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.1337e-04 - root_mean_squared_error: 0.0226

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0708e-04 - root_mean_squared_error: 0.0225

45/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 5.0186e-04 - root_mean_squared_error: 0.0224

50/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9655e-04 - root_mean_squared_error: 0.0223

55/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.9205e-04 - root_mean_squared_error: 0.0222

60/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.8797e-04 - root_mean_squared_error: 0.0221

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 4.3997e-04 - root_mean_squared_error: 0.0210 - val_loss: 0.0040 - val_root_mean_squared_error: 0.0629

Epoch 16/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 3.1389e-04 - root_mean_squared_error: 0.0177

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.7613e-04 - root_mean_squared_error: 0.0194

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.5838e-04 - root_mean_squared_error: 0.0189

15/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3353e-04 - root_mean_squared_error: 0.0182

20/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2439e-04 - root_mean_squared_error: 0.0180

25/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2025e-04 - root_mean_squared_error: 0.0179

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.1765e-04 - root_mean_squared_error: 0.0178

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.1576e-04 - root_mean_squared_error: 0.0177

37/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.1750e-04 - root_mean_squared_error: 0.0178

42/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.2093e-04 - root_mean_squared_error: 0.0179

47/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.2426e-04 - root_mean_squared_error: 0.0180

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.2719e-04 - root_mean_squared_error: 0.0181

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3127e-04 - root_mean_squared_error: 0.0182

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3461e-04 - root_mean_squared_error: 0.0183

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 3.6874e-04 - root_mean_squared_error: 0.0192 - val_loss: 0.0052 - val_root_mean_squared_error: 0.0724

Epoch 17/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 2.9905e-04 - root_mean_squared_error: 0.0173

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.4070e-04 - root_mean_squared_error: 0.0184

10/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.5203e-04 - root_mean_squared_error: 0.0187

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.6154e-04 - root_mean_squared_error: 0.0190

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.6921e-04 - root_mean_squared_error: 0.0192

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.7201e-04 - root_mean_squared_error: 0.0193

27/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.7141e-04 - root_mean_squared_error: 0.0193

30/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.6970e-04 - root_mean_squared_error: 0.0192

33/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.6788e-04 - root_mean_squared_error: 0.0192

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.6608e-04 - root_mean_squared_error: 0.0191

39/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.6468e-04 - root_mean_squared_error: 0.0191

44/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.6263e-04 - root_mean_squared_error: 0.0190

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.5997e-04 - root_mean_squared_error: 0.0190

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 15ms/step - loss: 3.5892e-04 - root_mean_squared_error: 0.0189

58/62 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step - loss: 3.5803e-04 - root_mean_squared_error: 0.0189

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step - loss: 3.4764e-04 - root_mean_squared_error: 0.0186 - val_loss: 0.0059 - val_root_mean_squared_error: 0.0769

Epoch 18/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 25ms/step - loss: 5.0233e-04 - root_mean_squared_error: 0.0224

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3019e-04 - root_mean_squared_error: 0.0181

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2290e-04 - root_mean_squared_error: 0.0179

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2428e-04 - root_mean_squared_error: 0.0180

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2718e-04 - root_mean_squared_error: 0.0181

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.2861e-04 - root_mean_squared_error: 0.0181

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3242e-04 - root_mean_squared_error: 0.0182

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3508e-04 - root_mean_squared_error: 0.0183

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3620e-04 - root_mean_squared_error: 0.0183

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3648e-04 - root_mean_squared_error: 0.0183

49/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.3663e-04 - root_mean_squared_error: 0.0183

53/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3764e-04 - root_mean_squared_error: 0.0184

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.3890e-04 - root_mean_squared_error: 0.0184

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.4009e-04 - root_mean_squared_error: 0.0184

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 3.5904e-04 - root_mean_squared_error: 0.0189 - val_loss: 0.0016 - val_root_mean_squared_error: 0.0397

Epoch 19/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 1s 26ms/step - loss: 4.2231e-04 - root_mean_squared_error: 0.0206

 5/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.4172e-04 - root_mean_squared_error: 0.0185

 9/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.4064e-04 - root_mean_squared_error: 0.0184

14/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.5379e-04 - root_mean_squared_error: 0.0188

19/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.6904e-04 - root_mean_squared_error: 0.0192

24/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8372e-04 - root_mean_squared_error: 0.0196

29/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 3.8779e-04 - root_mean_squared_error: 0.0197

32/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8877e-04 - root_mean_squared_error: 0.0197

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8962e-04 - root_mean_squared_error: 0.0197

41/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8978e-04 - root_mean_squared_error: 0.0197

46/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8918e-04 - root_mean_squared_error: 0.0197

51/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8814e-04 - root_mean_squared_error: 0.0197

56/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8675e-04 - root_mean_squared_error: 0.0196

61/62 ━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 3.8538e-04 - root_mean_squared_error: 0.0196

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step - loss: 3.6829e-04 - root_mean_squared_error: 0.0192 - val_loss: 0.0038 - val_root_mean_squared_error: 0.0615

Epoch 20/20


 1/62 ━━━━━━━━━━━━━━━━━━━━ 19s 326ms/step - loss: 4.1480e-04 - root_mean_squared_error: 0.0204

 6/62 ━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.1641e-04 - root_mean_squared_error: 0.0204  

11/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4410e-04 - root_mean_squared_error: 0.0211

16/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5024e-04 - root_mean_squared_error: 0.0212

21/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.5061e-04 - root_mean_squared_error: 0.0212

26/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4824e-04 - root_mean_squared_error: 0.0212

31/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.4256e-04 - root_mean_squared_error: 0.0210

36/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3698e-04 - root_mean_squared_error: 0.0209

40/62 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step - loss: 4.3313e-04 - root_mean_squared_error: 0.0208

43/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2972e-04 - root_mean_squared_error: 0.0207

48/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2460e-04 - root_mean_squared_error: 0.0206

52/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.2056e-04 - root_mean_squared_error: 0.0205

57/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1523e-04 - root_mean_squared_error: 0.0204

62/62 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step - loss: 4.1000e-04 - root_mean_squared_error: 0.0202

62/62 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step - loss: 3.4637e-04 - root_mean_squared_error: 0.0186 - val_loss: 0.0044 - val_root_mean_squared_error: 0.0661


 1/16 ━━━━━━━━━━━━━━━━━━━ 1s 112ms/step

14/16 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step  

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

16/16 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

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